AI & Machine Learning Services for Breakwater Experts – Practical, Applied AI

At COLETEK, we bring decades of hands-on experience delivering real-world artificial intelligence and computer vision systems. Whether you're located for Breakwater or anywhere globally, our AI solutions are designed for embedded, edge, and industrial deployment.

Our CTO, Luke Cole, began engineering AI and robotics as a teenager in 1998. He worked at leading institutes such as CSIRO, NICTA (now Data61), Seeing Machines, and ANU Robotics System Lab, contributing to early self-driving cars, custom AI libraries, and mobile robot autonomy before ROS and OpenCV were even invented.

Luke also worked at Hemisphere GPS (formerly BEELINE, now AgJunction) as a Robotics Engineer, implementing GPS-guided autonomous systems used by hundreds of agricultural vehicles worldwide.

Meanwhile, Lance Cole has worked in advanced military-grade embedded systems, including on the US military's CROWS program at EOS. He brings deep experience in electronics and embedded hardware for AI.

Our team specialises in applied (narrow) AI, particularly in embedded vision, robotics, and real-time decision-making. We’ve built AI systems using:

• Neural Networks (Perceptron, Sigmoid, ReLU, CNNs, RNNs, Transformers)
• Machine Learning (ML), Deep Learning (DL), and Reinforcement Learning
• Backpropagation, Stochastic Gradient Descent (SGD)
• Image Processing: HAAR, HOG, LBP, PCA, CLAHE, Hough, Template Matching
• Object Detection: YOLOv10, EfficientDet, Faster R-CNN, Mask R-CNN
• Frameworks: TensorFlow, Keras, PyTorch, Caffe, ONNX

We’ve deployed AI models on cost-effective platforms like the Raspberry Pi, and optimized high-performance systems using NVIDIA Jetson (Nano, Xavier, TX1) and NVIDIA Tesla V100 GPUs. Our team understands both the constraints of edge devices and the throughput of datacenter-grade accelerators.

Applications of our AI & Machine Learning Services for Breakwater services include:

• Smart agriculture & plant recognition (99%+ accuracy on edge)
• Autonomous vehicle vision & embedded localisation
• Industrial automation & object detection
• AI-powered road signs & hazard detection
• Wildlife monitoring & pest targeting with gimbal vision
• Face, voice, and optical character recognition (OCR)
• Natural language interfaces (Open WebUI + open-source LLMs)

• Edge-first philosophy: We specialise in systems that work offline, on-site, and in real time.
• Custom hardware integration: Cameras, sensors, motors, GPUs, embedded Linux.
• Transparent, ethical AI: Locally hosted, explainable, privacy-conscious.
• Decades of real deployment: From paddocks to highways to defense environments.

If you're based in for Breakwater or anywhere globally and need help with robotics, machine vision, or embedded AI, we’d love to hear from you. We speak your language, whether it’s TensorFlow code, NVIDIA CUDA pipelines, or low-level embedded C on ARM systems.

Contact COLETEK today to see how our AI expertise can power your next product or platform.

As a trusted partner for businesses across Breakwater, Victoria, Australia and throughout the nation, COLETEK is committed to delivering innovative engineering solutions that propel growth. With over 20 years of experience as a multidisciplinary Australian engineering and product development company established in 2001, we've earned a reputation for reliability, collaboration, and capability. Our team is dedicated to understanding the unique challenges facing businesses in Breakwater, Victoria, Australia, and has developed a keen sense of what it takes to succeed in this region. By drawing on our national expertise and local knowledge, we work closely with clients to identify opportunities, optimize operations, and drive results. Whether you're an established player or a startup looking to make its mark, COLETEK is here to support your journey. With a deep understanding of the complexities involved in delivering successful projects, we take the time to understand your goals, constraints, and aspirations. This comprehensive approach has enabled us to build enduring relationships with many businesses across Breakwater, Victoria, Australia. Our commitment to excellence is reflected in everything we do, from conceptual design to commercialization. By leveraging cutting-edge technologies and collaborating closely with clients, we ensure that our solutions meet the highest standards of quality, performance, and safety. In Breakwater, Victoria, Australia, where innovation and resilience are key components of success, COLETEK is uniquely positioned to help you overcome challenges and seize opportunities. By partnering with us, you gain access to a depth of knowledge, experience, and capabilities that can only be achieved through decades of dedicated service. Let your business thrive in Breakwater, Victoria, Australia with the trusted support of COLETEK. Let's build something remarkable together.